You will see a lot more of all this in practice in the [Tutorial - User Guide](tutorial/index.md).

## Type Hints with Metadata Annotations { #type-hints-with-metadata-annotations }

Python also has a feature that allows putting **additional <dfn title="Data about the data, in this case, information about the type, e.g. a description.">metadata</dfn>** in these type hints using `Annotated`.

You can import `Annotated` from `typing`.

 * <li>the unreleased <b>maintenance</b>, M-1.d.e ( d &gt; 0, e &gt; 0) on the `(M-1).d` branch</li>
 * </ul>
 * In addition to these, there will be a fifth one when a minor reaches feature freeze, we call this the <i>staged</i>
 * version:
 * <ul>
 * <li>the unreleased <b>staged</b>, M.N-2.0 (N &gt; 2) on the `M.(N-2)` branch</li>
 * </ul>
 * <p>

        client.setChatResponse("{\"intent\":\"faq\",\"query\":\"Fess features\",\"reasoning\":\"FAQ question\"}");

        // Call the original single-arg method
        final IntentDetectionResult result = client.detectIntent("What are Fess features?");

        assertEquals(ChatIntent.FAQ, result.getIntent());
        assertEquals("Fess features", result.getQuery());

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import jcifs.smb.SmbException;

/**
 * Validator for SMB server responses to prevent buffer overflow and injection attacks.
 *
 * Features:
 * - Buffer bounds checking
 * - Integer overflow prevention
 * - Size validation
 * - Protocol compliance checking
 * - Malformed response detection
 */
public class ServerResponseValidator {

        List<ObjectNode> expectedAll = READER.readValues(
        """
        ---
        setup:
        - skip:
            features:
            - "headers"
            - "warnings"
            - "warnings_regex"
            - "allowed_warnings"
            - "allowed_warnings_regex"
        ---
        one:
        - do:

import com.google.common.collect.testing.ListTestSuiteBuilder;
import com.google.common.collect.testing.TestStringListGenerator;
import com.google.common.collect.testing.features.CollectionFeature;
import com.google.common.collect.testing.features.CollectionSize;
import com.google.common.collect.testing.features.ListFeature;
import com.google.common.primitives.Ints;
import com.google.common.testing.NullPointerTester;
import java.util.ArrayList;

)

cc_library(
    name = "dlpack",
    srcs = ["dlpack.cc"],
    hdrs = ["dlpack.h"],
    copts = tf_copts() + [
        "-fexceptions",
        "-fno-strict-aliasing",
    ],
    features = ["-use_header_modules"],
    visibility = ["//tensorflow:__subpackages__"],
    deps = [
        ":c_api",
        ":c_api_experimental",
        ":tfe_tensorhandle_internal",

                        // quote fields starting with $
                        .replaceAll(/(\$[^ ,\n}]+)\s*:/, '"$1":')

                    JsonFactory jf = new JsonFactory();
                    jf.configure(JsonParser.Feature.ALLOW_BACKSLASH_ESCAPING_ANY_CHARACTER,true);
                    JsonParser jsonParser;

                    try {
                        jsonParser = jf.createParser(quoted);

import org.opensearch.index.query.functionscore.ScoreFunctionBuilders;
import org.opensearch.search.sort.SortBuilders;

import jakarta.annotation.PostConstruct;

/**
 * Helper class for managing the suggest feature.
 * This class provides methods for initializing the suggester, indexing data from
 * various sources, and managing elevate words and bad words.
 */
public class SuggestHelper {
    /**

            IllegalArgumentException.class, () -> networkAsMutableNetwork.addEdge(N1, N1, E11));
    assertThat(e).hasMessageThat().contains(ERROR_SELF_LOOP);
  }

  /**
   * This test checks an implementation dependent feature. It tests that the method {@code addEdge}
   * will silently add the missing nodes to the graph, then add the edge connecting them. We are not